Bibliographic record
Abstract
In EC—Seal Products, the World Trade Organization (WTO) Appellate Body (AB) held that the European Union (EU) Seal Regime banning the importation of seal products could be justified under General Agreement on Tariffs and Trade (GATT) Article XX(a) as a measure necessary toprotect public morals. It also held that the indigenous communities (IC) exception under the EU Seal Regime is inconsistent with GATT Article I:1 (Most-Favored Nation) because it discriminated against commercial fishers in Canada and Norway and was applied in a manner that favored the mostly Inuit seal hunters of Greenland, and thus ran afoul of Article XX’s chapeau. Since the entire EU Seal Regime is not likely to be done away with, the most important question for Inuit communities is: how will the EU change the discriminatory aspects of the Seal Regime and IC exception? The EU faces an October deadlineto pass its new legislation and this remains a very live issue.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.016 | 0.013 |
| Meta-epidemiology (narrow) | 0.000 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.010 | 0.043 |
| Scholarly communication | 0.011 | 0.011 |
| Open science | 0.002 | 0.009 |
| Research integrity | 0.015 | 0.014 |
| Insufficient payload (model declined to judge) | 0.005 | 0.001 |
Machine scores (provisional)
The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".